diff --git a/README.en.md b/README.en.md
index f69e5c1544479f7ec5f83d4e26df59c41c97a6b2..ad5b19abf35928a5e0d587d3e2b75558ba24cc1c 100644
--- a/README.en.md
+++ b/README.en.md
@@ -13,7 +13,7 @@
 
 This book you are reading is interactive -- each chapter can run as a Jupyter Notebook.
 
-We packed Jupyter, PaddlePaddle, and all dependencies into a Docker image. So you don't need to install anything except Docker. If you are using Windows, please following [this instruction](https://www.docker.com/docker-windows).  If you are running Mac, please follow [this](https://www.docker.com/docker-mac). For various Linux distros, please refer to https://www.docker.com.  If you are using Windows or Mac, you might want to give Docker [more memory and CPUs/cores](http://stackoverflow.com/a/39720010/724872).
+We packed this book, Jupyter, PaddlePaddle, and all dependencies into a Docker image. So you don't need to install anything except Docker. If you are using Windows, please follow [this installation guide](https://www.docker.com/docker-windows).  If you are running Mac, please follow [this](https://www.docker.com/docker-mac). For various Linux distros, please refer to https://www.docker.com.  If you are using Windows or Mac, you might want to give Docker [more memory and CPUs/cores](http://stackoverflow.com/a/39720010/724872).
 
 Just type